Overcoming the fear of machine code is achievable by understanding its fundamental concepts, including instructions, registers, and memory. The article emphasizes that writing machine code, particularly in ARM 64-bit, is not as intimidating as it seems, especially for those familiar with high-level programming languages. It provides a basic overview of how machine code operates, using examples to demystify its structure and functionality.